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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
380122.524openfox-ragmcp · searchMCP server for OpenFox that provides a rag_search tool for hybrid retrieval from local knowledge bases (Obsidian vaults, docs) using BM25, vector…1 starNo one-command install · Source
380222.524google-task-ifttt-webhook-mcpmcp · back-endMCP server running on Cloudflare Workers that exposes a create_google_task tool to send tasks to Google Tasks via IFTTT Maker webhook.1 starNo one-command install · Source
380322.524dotvvm-docs-mcpmcp · front-endEnables AI assistants to access DotVVM UI control documentation, including listing controls and retrieving detailed docs with code samples.1 starNo one-command install · Source
380422.524odds-api-mcp-servermcp · back-endEnables AI assistants to access sports betting odds data from 265+ bookmakers across 34 sports, including events, odds, historical data, arbitrage…1 starNo one-command install · Source
380522.524strut-stack-sqlmcp · databaseToken-efficient MCP server for MySQL, PostgreSQL, and SQLite written in Rust, providing SQL query execution and analysis tools with strong security…1 starNo one-command install · Source
380622.524tracktag-mcp-servermcp · back-endEnables AI agents to analyze local or URL-hosted audio files with TrackTag, returning professional music metadata such as BPM, key, genres, moods, and…1 starNo one-command install · Source
380722.524vigilmcp · back-endMCPWatch: observability for MCP servers. One line instruments any Python MCP server (FastMCP and the low-level Server) and tracks per-tool latency…1 starNo one-command install · Source
380822.524flutter-stripe-mcpmcp · ai-agentsAn MCP server that diagnoses Flutter + Stripe (flutter_stripe) setup issues — so Claude can check your project automatically.1 starNo one-command install · Source
380922.524spacedatamcp · otherAggregated public space data — satellite orbits, catalogs and launches — as a single AI-friendly CLI.1 starNo one-command install · Source
381022.524tds-mcp-2mcp · back-endEnables AI assistants to compile AdvPL/TLPP sources, generate and apply patches, and inspect RPO of TOTVS Protheus servers via the TDS Language…1 starNo one-command install · Source
381122.524miniframe-tools-mcpmcp · back-endMCP server for Brazilian data lookups (Pix codes, CEP, CNPJ) and web rendering tasks (Markdown, screenshots, PDFs) via a paid HTTP API with x402…1 starNo one-command install · Source
381222.524klawsmcp · otherScans source code for possible Korean compliance risks (PIPA, Network Act, Credit Information Act, E-Commerce Act) and maps findings to specific legal…1 starNo one-command install · Source
381322.524antigravity-browser-bridgemcp · browserEnables MCP-compatible agents to securely control the user's already authenticated Chrome browser via explicit tab authorization and DOM-based…1 starNo one-command install · Source
381422.524ariadne-mcp-servermcp · back-endariadne is an MCP (Model Context Protocol) server that provides AI agents with the ability to identify affected tests.(including Android…1 starNo one-command install · Source
381522.524seizamcp · ai-agentsA native TypeScript AI orchestration engine and MCP server that coordinates autonomous sub-agents for complex coding tasks using DAG-based parallel…1 starNo one-command install · Source
381622.524crowd-test-mcpmcp · front-endEnables AI assistants to unleash a crowd of role-played virtual users — impatient shoppers, seniors, keyboard-only users, privacy hawks, chaos monkeys…1 starNo one-command install · Source
381722.524materials-semantic-mcpmcp · ai-agentsAn MCP server that provides governed metric definitions and provenance-labeled memory for materials test labs, enforcing quality system discipline on…1 starNo one-command install · Source
381822.524slicegrepmcp · ai-agentsReturns ranked, token-budgeted code slices for LLMs and coding agents, accessible via MCP for focused code reading.1 starNo one-command install · Source
381922.524recitmcp · ai-agentsFree, open-source screen recording MCP server for AI agents. Enables screen capture, screenshots, and frame extraction locally without cloud…1 starNo one-command install · Source
382022.524mcp-analytics-servermcp · databaseEnables LLMs to interact with a SQLite e-commerce database via safe, typed MCP tools with read-only guards and auth-gated mutations, plus a Claude…1 starNo one-command install · Source
382122.524at-ris-mcpmcp · observabilityAustria's legal information system (RIS): federal & state law, case law, gazettes, change monitoring.1 starNo one-command install · Source
382222.524iam-sentinel-mcp-servermcp · back-endEnables auditors to scan cloud IAM policies for privilege-escalation paths, wildcards, and risky grants directly within Cursor or Claude Code, using a…1 starNo one-command install · Source
382322.524idameshmcp · ai-agentsAn MCP server that exposes IDA Pro's disassembler and Hex-Rays decompiler as tools and resources, enabling parallel binary analysis with multiple…1 starNo one-command install · Source
382422.524agenticmemorymcp · ai-agentsPersistent memory MCP server for AI agents that stores, recalls, and searches conversation history, key-value context, and long-term entries across…1 starNo one-command install · Source
382522.524amkisko-statusmcp · searchProvides access to over 1,700 status page links with fuzzy search, detailed service information retrieval, and intelligent status page fetching that…1 starNo one-command install · Source
382622.524svmmon-mcpmcp · ai-agentsGenerate TikTok slideshows from Claude (and any MCP client) using your Svmmon account.1 starNo one-command install · Source
382722.524douyin-controlled-mcpmcp · browserAn MCP adapter for reading and carefully operating Douyin and Creator Center through structured IDs and verified browser state, with safety…1 starNo one-command install · Source
382822.524postpulsemcp · back-endPostPulse is a unified API and integration suite that handles the complexity of social media publishing. Instead of managing individual platform…1 starNo one-command install · Source
382922.524pixaramcp · back-endAn MCP server that gives LLMs direct access to OpenRouter's Image API to generate images, edit/transform existing ones, and browse the model catalog.1 starNo one-command install · Source
383022.524sensenova-u1-mcpmcp · back-endAn MCP server that generates images using SenseNova U1 Fast API. Supports Chinese prompts, multiple resolutions, and generating up to 4 images per…1 starNo one-command install · Source
383122.524architecture-map-mcp-servermcp · authEnables MCP-compatible AI agents to read and write architecture-map projects and diagrams with per-project access controls via OAuth 2.1/PKCE.1 starNo one-command install · Source
383222.524whale-insightsmcp · back-endReal-time crypto whale intelligence MCP server with 55 tools across 14 blockchains. Free, no auth required.1 starNo one-command install · Source
383322.524johnisanerd-google-scholarmcp · searchSearch Google Scholar for academic papers, citations, author profiles, and abstracts.1 starNo one-command install · Source
383422.524quaidmcp · searchCapture, index, and search your Claude Code conversation history. Provides an MCP server for Claude Code to query its own past conversations.1 starNo one-command install · Source
383522.524groupdocs-metadata-mcp-servermcp · back-endExposes GroupDocs.Metadata as AI-callable tools for reading, searching, writing, and removing metadata in documents.1 starNo one-command install · Source
383622.524groupdocs-metadatamcp · otherRead and remove metadata from documents and media files using the GroupDocs.Metadata library.1 starNo one-command install · Source
383722.524deep-think-mcpmcp · back-endAn MCP server that provides a structured, persistent scratchpad for hard reasoning, with staged reasoning and self-critique, built for local models.1 starNo one-command install · Source
383822.524kiyasmcp · front-endAI design fidelity — compare Figma designs or screenshots against the rendered implementation and get structured discrepancies. Uses your Claude Code…1 starNo one-command install · Source
383922.524rocketreach-mcp-workermcp · back-endMCP server for RocketReach, enabling people and company lookup via search, full profile, and company details through Cloudflare Workers.1 starNo one-command install · Source
384022.524learnworlds-mcpmcp · back-endEnables AI assistants to manage a LearnWorlds school via the full public API, covering all 94 endpoints for courses, users, enrollments, payments, and…1 starNo one-command install · Source
384122.524health-coach-mcpmcp · databaseA personal health and fitness MCP server that provides tools for managing profile data, goals, body measurements, nutrition, workouts, sleep…1 starNo one-command install · Source
384222.524gpusmarketmcp · ai-agentsMCP server for renting real GPUs from the terminal. Enables browsing, renting, chatting, managing, and pooling GPU instances with per-second billing…1 starNo one-command install · Source
384322.524sf-docs-mcpmcp · searchEnables LLM agents to search, read, and query Salesforce documentation across 129 domains. Uses a pre-compiled knowledge graph with 53,000 nodes and…1 starNo one-command install · Source
384422.5242051project-cryptoweathermcp · observabilityIntegrates with CryptoWeather's Bitcoin price prediction API to provide current trading signals, performance metrics, recommendations, and methodology…1 starNo one-command install · Source
384522.524gandermcp · browserEnables AI agents to fetch and extract clean, readable content from web pages, and search within pages for specific queries, without needing a full…1 starNo one-command install · Source
384622.524lsdyna-r13-keyword-mcpmcp · searchProvides structured access to LS-DYNA R13 keyword manuals via MCP, enabling AI agents to retrieve card syntax, field info, and search within sections…1 starNo one-command install · Source
384722.524ai-weather-mcp-servermcp · back-endCombines real-time weather data with LLM-powered reasoning to deliver intelligent weather insights like clothing recommendations and travel advice.1 starNo one-command install · Source
384822.524claude-pm-mcpmcp · ai-agentsTurns Claude Code into an engineering project manager by orchestrating feature development with isolated Git worktrees, structured task validation…1 starNo one-command install · Source
384922.524nc-mcp-servermcp · back-endAn MCP server that exposes Nextcloud APIs as tools for AI assistants, enabling management of files, calendar, contacts, conversations, and more.1 starNo one-command install · Source
385022.524chartbrew-mcpmcp · ai-agentsEnables AI agents to manage Chartbrew resources like teams, connections, datasets, dashboards, and charts via natural language.1 starNo one-command install · Source
385122.524csoai-org-blockchain-verification-mcpmcp · otherVerification tools for blockchain transactions and smart contract states.1 starNo one-command install · Source
385222.524docimprint-document-intelligencemcp · ai-agentsVerifiable document intelligence for AI agents. Extract text, tables, and structured data from PDFs and URLs. Summarize, answer questions, check…1 starNo one-command install · Source
385322.524repo-map-mcp-servermcp · ai-agentsProvides a unified context layer for Cursor's agent with lossless token savings and verifiable memory, enabling efficient code exploration and…1 starNo one-command install · Source
385422.524stoners-designmcp · front-endMCP server providing 51 design skills covering product thinking, UX, visual design, Figma, frontend, motion, branding, and portfolio storytelling…1 starNo one-command install · Source
385522.524gsheetmcpmcp · back-endMCP server to read public Google Sheets data via gviz endpoint, no authentication needed. Supports column filtering and returns structured JSON.1 starNo one-command install · Source
385622.524predmarket-mcpmcp · ai-agentsA monetizable remote MCP server that provides prediction-market intelligence tools for AI agents, enabling discovery, evaluation, and mispricing…1 starNo one-command install · Source
385722.524fusion-svg-mcpmcp · front-endMCP server that generates Disler-style fusion-harness README diagrams with dark GitHub chrome, monospace type, role colors, and CSS flow animations.1 starNo one-command install · Source
385822.524opencode-mcp-bridgemcp · ai-agentsAn MCP server that lets any AI tool delegate tasks to the OpenCode CLI as a subagent, with multi-session orchestration, event tracking, and task…1 starNo one-command install · Source
385922.524imglume-mcpmcp · ai-agentsAn open-source MCP server that connects AI clients to ImgLume for visual inspiration, prompt improvement, image generation and editing, and video…1 starNo one-command install · Source
386022.524machinegrade-validatemcp · back-endValidates AI-generated artifacts (JSON, API responses, SQL) against a contract and returns a verdict.1 starNo one-command install · Source
386122.524mobsf-mcpmcp · ai-agentsEnables AI agents to perform autonomous Android security analysis, including static analysis, dynamic analysis, and Frida instrumentation, powered by…1 starNo one-command install · Source
386222.524flipkart-seller-mcpmcp · ai-agentsA token-optimized MCP server that enables AI agents to manage Flipkart Seller operations including order fulfillment, inventory, returns, ad…1 starNo one-command install · Source
386322.524luia-mcp-servermcp · front-endEnables Claude to access and update a team's design knowledge stored in a local Markdown folder, including searching decisions and recording new…1 starNo one-command install · Source
386422.524laguardemcp · ai-agentsEnables AI coding agents to evaluate actions against team-defined policies, record decisions, and obtain human approvals for potentially risky…1 starNo one-command install · Source
386522.524fd-commercial-property-financemcp · otherUK property finance calculators: bridging costs, development appraisal, BTL stress test, and stamp duty.1 starNo one-command install · Source
386622.524microcap-mcpmcp · ai-agentsMCP server for Micro-Cap 12 SPICE simulator enabling LLM agents to run analog circuit simulations, including analyses, sweeps, and retrieval of curve…1 starNo one-command install · Source
386722.524exobrain-mcpmcp · ai-agentsPersonal AI cognitive exobrain server providing long-term, emotionally-tagged memory and task management for LLMs via MCP.1 starNo one-command install · Source
386822.524ai-cabrini-market-datamcp · ai-agentsProvides US stock market data for AI agents, including intraday and daily bars, SEC fundamentals, filings, and insider data, with pay-per-query via…1 starNo one-command install · Source
386922.524mcp-git-historianmcp · github-vcsMCP server for git archaeology — churn hotspots, blame summaries, bus factor, commit forensics and file history over any local repository.1 starNo one-command install · Source
387022.524mcp-bigquery-evalsmcp · back-endA BigQuery MCP server with mandatory cost guardrails that dry-run every query before execution, and a measurable accuracy badge from an eval harness.1 starNo one-command install · Source
387122.524lunargarden-mcpmcp · otherProvides astrology-aware garden care planning by combining lunar phase, Vedic panchang, weather, and soil forecasts into structured care plans with…1 starNo one-command install · Source
387222.524agentopsmcp · ai-agentsMCP server that browses the web, checks conditions (price, text, stock), and takes autonomous actions like form filling, with n8n notifications and a…1 starNo one-command install · Source
387322.524nyyon-plannermcp · ai-agentsA local MCP server for day planning that gives AI assistants persistent memory and a structured method for daily and weekly planning, including…1 starNo one-command install · Source
387422.524netease-music-mcpmcp · other非官方MCP服务，允许通过统一的工具接口操作网易云音乐，包括搜索歌曲、创建与管理歌单、查看听歌记录、收藏歌曲及获取每日推荐。1 starNo one-command install · Source
387522.524sandboxrunnermcp · devopsEnables AI assistants to securely execute Python and C++ code snippets inside disposable, isolated Docker containers and receive structured results.1 starNo one-command install · Source
387622.524xiaojiou176-open-agent-exportermcp · searchLocal archive and governance workbench for AI agent transcripts with semantic search and evidence tracking.1 starNo one-command install · Source
387722.524bug-tracker-mcpmcp · databaseA lightweight MCP server for tracking bugs and tasks across coding sessions, providing persistent SQLite-backed storage and six tools for logging…1 starNo one-command install · Source
387822.524ryterpro-mcpmcp · back-endAI text humanization and rewriting tools powered by Ryter Pro API.1 starNo one-command install · Source
387922.524mcp-note-appmcp · ai-agentsMCP server for a full-stack note-taking application, exposing CRUD tools for notes with SSE transport for AI agent integration.1 starNo one-command install · Source
388022.524velmamcp · ai-agentsMCP server for controlling a simulated robot arm with vision-based pick-and-place, driven by LLM or manual control.1 starNo one-command install · Source
388122.524employee-management-mcp-servermcp · back-endEnables employee management operations including listing, searching, creating, updating, and deactivating employees, as well as generating…1 starNo one-command install · Source
388222.524eyeshot-mcpmcp · browserProvides screenshot capture and vision analysis tools that enable AI to see and analyze screen content on Windows, forming an automated…1 starNo one-command install · Source
388322.5243d-cad-baseplate-generator-mcpmcp · otherGenerates printable 3D CAD models (e.g., bottle caps) from photos by combining client-side dimension extraction with CadQuery precision modeling, mesh…1 starNo one-command install · Source
388422.524duckcoopmcp · databaseMCP server for sandboxed, read-only SQL queries on CSV/Parquet/JSON files via DuckDB, limited to a specified directory.1 starNo one-command install · Source
388522.524zscaler-airt-manager-mcpmcp · back-endMCP server for interacting with the Zscaler AIRT platform, enabling management of targets, test runs, probes, and vulnerability sweeps.1 starNo one-command install · Source
388622.524ats-mcp-servermcp · back-endAggregates job listings from multiple ATS and job board APIs via MCP, enabling unified search and retrieval in a structured format without HTML…1 starNo one-command install · Source
388722.524veracrypt-mcpmcp · back-endMCP server for securely mounting and unmounting VeraCrypt containers, using OS keyring or stdin for passwords. Enables natural language control of…1 starNo one-command install · Source
388822.524ai-quant-trading-mcp-servermcp · back-endProvides real-time stock data, technical indicators, and market analysis via MCP protocol to enable AI-driven quantitative trading.1 starNo one-command install · Source
388922.524context-kernelmcp · ai-agentsEnables Claude to pull curated context from self-hosted Markdown files via a remote MCP connector, with an append-only journal for agent notes…1 starNo one-command install · Source
389022.524remote-mcp-server-expense-trackermcp · ai-agentsA remote MCP server that lets users track expenses through Claude AI, supporting add, list, edit, and delete operations via natural language.1 starNo one-command install · Source
389122.524shelx-mcpmcp · commsWraps SHELX crystallography programs for structure solution and refinement via a chat interface.1 starNo one-command install · Source
389222.524quasar-store-docs-mcpmcp · back-endAn MCP server that lets AI coding assistants list, search, and read the public Quasar Store documentation in real time.1 starNo one-command install · Source
389322.524pentagonal-ai-pentagonalmcp · paymentsAI-powered smart contract security forge with 8-agent adversarial pen test. Generate, audit, fix, and compile contracts across 8 chains (Ethereum…1 starNo one-command install · Source
389422.524logto-mcp-servermcp · back-endEnables managing Logto resources (users, applications, organizations, roles) via MCP clients like Cursor or Claude Desktop.1 starNo one-command install · Source
389522.524enpass-mcpmcp · otherProvides local, secure access to Enpass password vaults via MCP. Enables unlocking vaults, listing entries, retrieving passwords, TOTP codes, and…1 starNo one-command install · Source
389622.524loxcorpmcp · ai-agentsProvides live, read-only access to Robinhood Chain and Lox Corp data, enabling AI agents to query chain stats, token launches, agent details, and…1 starNo one-command install · Source
389722.524framebench-mcp-servermcp · front-endEstimates FPS ranges for games on any GPU or Apple Silicon, identifies the limiting component, and provides settings levers to improve performance.1 starNo one-command install · Source
389822.524dialmcpmcp · ai-agentsA hosted MCP server that enables AI agents to place real phone calls from a verified caller ID, with async call management and built-in safety…1 starNo one-command install · Source
389922.524assaymcp · back-endMCP server for scoring and reviewing AWS Builder Center articles with read-quality metrics and actionable recommendations.1 starNo one-command install · Source
390022.524medify-ucat-mcp-servermcp · back-endMCP server for Medify UCAT accounts that authenticates as a member, pulls completed mock scores and practice analytics, and exposes tools for score…1 starNo one-command install · Source

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

Leaderboard · Armory